{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Simple California Demo\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "This notebook shows how to use build a hierarchical clustering of the input features and use it to explain a single instance. This is a good way to explain a single instance when the number of input features is large.\n",
    "When given a balanced partition tree PartitionExplainer has $O(M^2)$ runtime, where $M$ is the number of input features. This is much better than the $O(2^M)$ runtime of KernelExplainer."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import scipy.cluster\n",
    "from xgboost import XGBRegressor\n",
    "\n",
    "import shap\n",
    "\n",
    "seed = 2023\n",
    "np.random.seed(seed)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:42.861903583Z",
     "start_time": "2023-10-14T15:01:40.814286860Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Train a model"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n"
     ]
    }
   ],
   "source": [
    "X, y = shap.datasets.california()\n",
    "model = XGBRegressor(n_estimators=100, subsample=0.3)\n",
    "model.fit(X, y)\n",
    "\n",
    "instance = X[0:1]\n",
    "references = X[1:100]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:43.375112616Z",
     "start_time": "2023-10-14T15:01:42.864049313Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Compute a hierarchical clustering of the input features"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "partition_tree = shap.utils.partition_tree(X)\n",
    "plt.figure(figsize=(15, 6))\n",
    "sp.cluster.hierarchy.dendrogram(partition_tree, labels=X.columns)\n",
    "plt.title(\"Hierarchical Clustering Dendrogram\")\n",
    "plt.xlabel(\"feature\")\n",
    "plt.ylabel(\"distance\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:43.517452899Z",
     "start_time": "2023-10-14T15:01:43.375313446Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Explain the instance"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "# build a masker from partition tree\n",
    "masker = shap.maskers.Partition(X, clustering=partition_tree)\n",
    "\n",
    "# build explainer objects\n",
    "raw_explainer = shap.PartitionExplainer(model.predict, X)\n",
    "masker_explainer = shap.PartitionExplainer(model.predict, masker)\n",
    "\n",
    "# compute SHAP values\n",
    "raw_shap_values = raw_explainer(instance)\n",
    "masker_shap_values = masker_explainer(instance)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:44.658371567Z",
     "start_time": "2023-10-14T15:01:43.521596852Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X size: 1290.16 kB\n",
      "masker size: 56 B\n"
     ]
    }
   ],
   "source": [
    "# comparison the masker and the original data sizes\n",
    "print(f\"X size: {sys.getsizeof(X)/1024:.2f} kB\")\n",
    "print(f\"masker size: {sys.getsizeof(masker)} B\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:44.663795797Z",
     "start_time": "2023-10-14T15:01:44.660963781Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Compare to Tree SHAP"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree_explainer = shap.TreeExplainer(model, X)\n",
    "tree_shap_values = tree_explainer(instance)\n",
    "\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.plot(tree_shap_values[0].values, label=\"Tree SHAP\")\n",
    "plt.plot(masker_shap_values[0].values, \"g--\", label=\"Partition SHAP\")\n",
    "plt.plot(raw_shap_values[0].values, \"r--\", label=\"Raw SHAP\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:44.856817560Z",
     "start_time": "2023-10-14T15:01:44.664329734Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Partition SHAP values using a partition tree are nice estimation of SHAP values. The partition tree is a good way to reduce the number of input features and speed up the computation."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Plots to explain the instance"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x550 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(masker_shap_values[0])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-10-14T15:01:45.141403927Z",
     "start_time": "2023-10-14T15:01:44.868426554Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
